Node Classification on Cora Hnode = 0.57
87.98AccuracyH2GCN
Evaluation Results
| Method | Links | |
|---|---|---|
| H2GCNLayers=8, HES=true2024.06 | 87.98 | |
| H2GCNLayers=6, HES=true2024.06 | 87.83 | |
| H2GCNLayers=6, HES=false2024.06 | 87.14 | |
| Geom-GCNLayers=4, HES=true2024.06 | 86.77 | |
| H2GCNLayers=8, HES=false2024.06 | 85.76 | |
| GATLayers=6, HES=true2024.06 | 85.42 | |
| Geom-GCNLayers=2, HES=false2024.06 | 85.35 | |
| GATLayers=6, HES=false2024.06 | 85.31 | |
| MixhopLayers=2, HES=false2024.06 | 85.2 | |
| GATLayers=8, HES=true2024.06 | 85.19 | |
| GCNLayers=8, HES=true2024.06 | 85.1 | |
| MGNNLayers=8, HES=true2024.06 | 84.88 | |
| GCNIILayers=4, HES=true2024.06 | 84.85 | |
| GCNIILayers=2, HES=false2024.06 | 84.4 | |
| GATLayers=4, HES=true2024.06 | 84.28 | |
| MixhopLayers=4, HES=true2024.06 | 84.07 | |
| GCNLayers=6, HES=true2024.06 | 84 | |
| GCNLayers=8, HES=false2024.06 | 83.9 | |
| MixhopLayers=8, HES=true2024.06 | 83.9 | |
| GATLayers=4, HES=false2024.06 | 83.52 | |
| GATLayers=8, HES=false2024.06 | 83.4 | |
| JKNetLayers=8, HES=true2024.06 | 83.39 | |
| JKNetLayers=4, HES=true2024.06 | 83.37 | |
| GCNLayers=6, HES=false2024.06 | 83.2 | |
| JKNetLayers=6, HES=true2024.06 | 83.19 | |
| JKNetLayers=2, HES=false2024.06 | 83 | |
| MixhopLayers=4, HES=false2024.06 | 82.8 | |
| MixhopLayers=6, HES=true2024.06 | 82.8 | |
| GPNNLayers=4, HES=true2024.06 | 82.8 | |
| GCNLayers=4, HES=true2024.06 | 82.73 | |
| GATLayers=2, HES=false2024.06 | 82.7 | |
| JKNetLayers=4, HES=false2024.06 | 82.51 | |
| MixhopLayers=8, HES=false2024.06 | 82.16 | |
| GCNLayers=4, HES=false2024.06 | 82.1 | |
| GINLayers=8, HES=true2024.06 | 82.1 | |
| MixhopLayers=6, HES=false2024.06 | 82.1 | |
| GCNLayers=2, HES=false2024.06 | 81.6 | |
| JKNetLayers=8, HES=false2024.06 | 81.6 | |
| GCNIILayers=6, HES=true2024.06 | 81.5 | |
| GINLayers=6, HES=true2024.06 | 81.3 | |
| Geom-GCNLayers=6, HES=true2024.06 | 81.24 | |
| GPNNLayers=2, HES=false2024.06 | 81.2 | |
| GINLayers=6, HES=false2024.06 | 81.1 | |
| GPNNLayers=4, HES=false2024.06 | 80.73 | |
| JKNetLayers=6, HES=false2024.06 | 80.5 | |
| GINLayers=4, HES=true2024.06 | 79.7 | |
| GCNIILayers=4, HES=false2024.06 | 79.5 | |
| MGNNLayers=8, HES=false2024.06 | 79.3 | |
| Geom-GCNLayers=8, HES=true2024.06 | 78.99 | |
| GPNNLayers=6, HES=true2024.06 | 78.99 | |
| GINLayers=8, HES=false2024.06 | 78.8 | |
| GINLayers=4, HES=false2024.06 | 78.3 | |
| H2GCNLayers=2, HES=false2024.06 | 77.05 | |
| H2GCNLayers=4, HES=true2024.06 | 76.52 | |
| GCNIILayers=6, HES=false2024.06 | 76.3 | |
| H2GCNLayers=4, HES=false2024.06 | 75.74 | |
| MGNNLayers=6, HES=true2024.06 | 75.27 | |
| MGNNLayers=4, HES=true2024.06 | 74.72 | |
| MGNNLayers=6, HES=false2024.06 | 73.81 | |
| GINLayers=2, HES=false2024.06 | 73.6 | |
| GCNIILayers=8, HES=true2024.06 | 73.6 | |
| MGNNLayers=2, HES=false2024.06 | 66.8 | |
| MGNNLayers=4, HES=false2024.06 | 63.6 | |
| GPNNLayers=8, HES=true2024.06 | 62.18 | |
| GCNIILayers=8, HES=false2024.06 | 47.9 | |
| GPNNLayers=8, HES=false2024.06 | 46.49 | |
| GPNNLayers=6, HES=false2024.06 | 43.7 | |
| Geom-GCNLayers=4, HES=false2024.06 | 21.02 | |
| Geom-GCNLayers=6, HES=false2024.06 | 19.42 | |
| Geom-GCNLayers=8, HES=false2024.06 | 14.67 |